# Tofu: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 9 judge labels across 2 categories by 5 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/tofu

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI marketing agents](https://www.gane.ai/index/gtm/marketing/ai-marketing-agents/index.md) | 0% | 28 | 0% | 6 |
| [CRM data quality and deduplication](https://www.gane.ai/index/gtm/revops/crm-data-quality-and-deduplication/index.md) | 0% | 32 | 0% | 3 |

## What the models said for it

- "Tofu is a specialized autonomous agent designed for end-to-end B2B campaign personalization and Account-Based Marketing (ABM)." (Claude Haiku 4.5, AI marketing agents)
- "it is the best for account-based campaign activation and for turning market signals into content and ad workflows" (Muse Glimmer 30B, AI marketing agents)
- "Tofu is a strong fit for mid-market and enterprise B2B marketing teams running structured ABM programs" (Claude Haiku 4.5, AI marketing agents)
- "If you need AI agents to run audits and dedupe CRM data across multiple systems, choose Tofu." (Claude Haiku 4.5, CRM data quality)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 1 | 0 | 4 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Tofu, from 20 of the 20 answers that named it (only the models that return a source list).

### Domains cited

- noimosai.com: 8
- tofuhq.com: 8 (its own site)
- enrichlabs.ai: 7
- g2.com: 7
- analyticsinsight.net: 6
- factors.ai: 6
- beomniscient.com: 5
- blog.hubspot.com: 5
- gane.ai/index: 5
- linkedin.com: 5

### Pages cited

- https://noimosai.com/en/blog/best-autonomous-ai-agents-for-marketing-in-2026-the-ultimate-guide: 7
- https://tofuhq.com/post/best-ai-agents-for-marketing: 6
- https://enrichlabs.ai/blog/best-ai-marketing-agents-2025: 5
- https://noimosai.com/en/blog/7-best-ai-agents-for-marketing-in-2026-scale-your-strategy-autonomously: 5
- https://beomniscient.com/blog/best-ai-marketing-agencies: 4
- https://breyta.ai/blog/best-ai-marketing-agents-2026-compared: 4
- https://folk.app/articles/best-marketing-ai-agents: 4
- https://analyticsinsight.net/amp/story/artificial-intelligence/best-ai-marketing-agents: 3

## In its own words

What Tofu's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Agentic demand gen platform that builds pipeline (https://tofuhq.com/)
- For: B2B marketing teams (https://tofuhq.com/)
- Integrations claimed: 4 (https://www.tofuhq.com/platform)
- Customers named: Wunderkind, RingCentral, Replicant, Techmode, VideaHealth, Unanet, Vic.ai, Saleo

## What it publishes

Every page tofuhq.com exposes, read 2026-09-29: 390 addresses. By kind, pages and the last 90 days:

- blog: 143 pages, 0 in the last 90 days, latest 2026-05-26
- case study: 15 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 6 pages, 0 in the last 90 days, latest 2026-04-14
- conference or event: 4 pages, 0 in the last 90 days, latest 2026-04-14
- report or ebook: 1 pages, 0 in the last 90 days, latest 2024-04-06
- comparison: 24 pages, 0 in the last 90 days, latest 2026-04-14
- glossary or explainer: 28 pages, 0 in the last 90 days, latest 2026-05-01
- Recent: 2026-05-26 blog: Warm priority accounts before sales outreach https://www.tofuhq.com/post/warm-priority-accounts-before-sales-outreach
- Recent: 2026-05-01 blog: Best ai tools for b2b re engagement https://www.tofuhq.com/post/best-ai-tools-for-b2b-re-engagement
- Recent: 2026-05-01 blog: Best ai tools for personalized outbound https://www.tofuhq.com/post/best-ai-tools-for-personalized-outbound
- Recent: 2026-05-01 glossary or explainer: What is account based marketing complete guide https://www.tofuhq.com/post/what-is-account-based-marketing-complete-guide
- Recent: 2026-04-15 blog: Best ai tools for customer expansion https://www.tofuhq.com/post/best-ai-tools-for-customer-expansion
- Recent: 2026-04-14 blog: Abm faq 25 questions b2b marketers ask https://www.tofuhq.com/post/abm-faq-25-questions-b2b-marketers-ask

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.